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awesome-inference

Deep Learning space is now exploding with all the new inference frameworks. This is the repo to keep track of active list. The initial list was seeded from Model_Inference_Deployment and you still might want to check it out if this list is outdated.

Please add pull request for updates.

  • ONNX Runtime - By Microsoft as an optimized runtime for exported models in standard ONNX format.
  • DeepSpeed-MII - Inference library that makes 24000 models, including very large one, fast through deepfusion, tensor-slicing, ZeroQuant, distributing model on GPU and CPU etc.
  • OpenAI Triton - Kernels written in OpenAI Triton language to make models run fast on GPU.
  • AI Template - By Meta AI, framework to run models on NVidia as well as AMD GPUs.
  • OpenVINO - By Intel to run models fast on Intel CPUs.
  • TensorRT - By NVidia to run models fast on NVidia GPUs.
  • TVM - Generate optimized tensor operators for given hardware.
  • MediaPipe - Gallery of models for popular tasks optimized for iOS, Android and more.
  • TensorFlow Lite - Runtime for mobile and embedded devices for TensorFlow models.
  • TensorFlow Serving - Serving infrastructure for TensorFlow model.
  • LibTorch - C++ distributions of PyTorch.
  • NCNN - By Tencent, inference framework for mobile devices used by their own apps.
  • TNN - By Tencent, cross platform acceleration for many tasks in their app.
  • MNN - By Alibaba, framework for compression, training and serving used by 30 apps in Alibaba.
  • MACE - By XiaoMi, Mobile AI Compute Engine, inference framework for mobile.
  • Paddle Lite - PaddlePaddle, inference on mobile and IoT
  • MegEngine Lite - for MegEngine.
  • OpenPPL - Primitive Library for Neural Network, runs ONNX models on GPU and CPU.
  • Bolt - By Huawei, can run OONX, TFLite models, claims to be 15% faster than others supporting Qualcomm GPU, Mali GPU and CPUs.

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